Given the constraints of a LP:
we can divide the matrix and the vector in bases and non-bases, where:
A base is a set of linearly independent columns of
So we can always write
where: is the base of and is the non-base
So we have separate in the same way:
where: (basic variables) is the part of that multiplies , and (non-basic variables) is the part that multiplies .